{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import sys\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "# display plots in this notebook\n",
    "%matplotlib inline\n",
    "# set display defaults\n",
    "plt.rcParams['figure.figsize'] = (10, 10)        # large images\n",
    "plt.rcParams['image.interpolation'] = 'nearest'  # don't interpolate: show square pixels\n",
    "plt.rcParams['image.cmap'] = 'gray'  # use grayscale output rather than a (potentially misleading) color heatmap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = cv2.imread('./dolphin1.jpeg', cv2.IMREAD_UNCHANGED)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fd7416f2208>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original Dim :  (402, 600, 3)\n"
     ]
    }
   ],
   "source": [
    "print('Original Dim : ', img.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "width = 256\n",
    "height = 256\n",
    "dim = (width, height)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "resized_img = cv2.resize(img, dim, interpolation = cv2.INTER_AREA)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Resize Dim:  (256, 256, 3)\n"
     ]
    }
   ],
   "source": [
    "print('Resize Dim: ', resized_img.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#cv2.imshow(\"Resized image\", resized)\n",
    "#cv2.waitKey(0)\n",
    "#cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fd7405d7048>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(resized_img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cv2.imwrite(\"test.jpeg\", resized_img, [cv2.IMWRITE_JPEG_QUALITY, 100])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
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